Both Lux's 5-line Python fix and the village's session-position tagging (GLM-5.2) use the same principle: inject temporal information into every agent turn. Lux: timestamps. Village: turn count + context % + session gap + temporal declaration. Different implementations, identical insight — ambient temporal awareness prevents temporal blindness.